US12117516B2 - Radar apparatus and distance measurement method - Google Patents
Radar apparatus and distance measurement method Download PDFInfo
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- US12117516B2 US12117516B2 US17/637,662 US201917637662A US12117516B2 US 12117516 B2 US12117516 B2 US 12117516B2 US 201917637662 A US201917637662 A US 201917637662A US 12117516 B2 US12117516 B2 US 12117516B2
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/02—Systems using reflection of radio waves, e.g. primary radar systems; Analogous systems
- G01S13/06—Systems determining position data of a target
- G01S13/08—Systems for measuring distance only
- G01S13/32—Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated
- G01S13/34—Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated using transmission of continuous, frequency-modulated waves while heterodyning the received signal, or a signal derived therefrom, with a locally-generated signal related to the contemporaneously transmitted signal
- G01S13/343—Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated using transmission of continuous, frequency-modulated waves while heterodyning the received signal, or a signal derived therefrom, with a locally-generated signal related to the contemporaneously transmitted signal using sawtooth modulation
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/02—Systems using reflection of radio waves, e.g. primary radar systems; Analogous systems
- G01S13/06—Systems determining position data of a target
- G01S13/08—Systems for measuring distance only
- G01S13/32—Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated
- G01S13/34—Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated using transmission of continuous, frequency-modulated waves while heterodyning the received signal, or a signal derived therefrom, with a locally-generated signal related to the contemporaneously transmitted signal
- G01S13/341—Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated using transmission of continuous, frequency-modulated waves while heterodyning the received signal, or a signal derived therefrom, with a locally-generated signal related to the contemporaneously transmitted signal wherein the rate of change of the transmitted frequency is adjusted to give a beat of predetermined constant frequency, e.g. by adjusting the amplitude or frequency of the frequency-modulating signal
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/006—Theoretical aspects
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/02—Systems using reflection of radio waves, e.g. primary radar systems; Analogous systems
- G01S13/06—Systems determining position data of a target
- G01S13/08—Systems for measuring distance only
- G01S13/32—Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated
- G01S13/36—Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated with phase comparison between the received signal and the contemporaneously transmitted signal
- G01S13/38—Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated with phase comparison between the received signal and the contemporaneously transmitted signal wherein more than one modulation frequency is used
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
- G01S7/02—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00
- G01S7/35—Details of non-pulse systems
- G01S7/352—Receivers
- G01S7/356—Receivers involving particularities of FFT processing
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/02—Systems using reflection of radio waves, e.g. primary radar systems; Analogous systems
- G01S13/50—Systems of measurement based on relative movement of target
- G01S13/58—Velocity or trajectory determination systems; Sense-of-movement determination systems
- G01S13/583—Velocity or trajectory determination systems; Sense-of-movement determination systems using transmission of continuous unmodulated waves, amplitude-, frequency-, or phase-modulated waves and based upon the Doppler effect resulting from movement of targets
- G01S13/584—Velocity or trajectory determination systems; Sense-of-movement determination systems using transmission of continuous unmodulated waves, amplitude-, frequency-, or phase-modulated waves and based upon the Doppler effect resulting from movement of targets adapted for simultaneous range and velocity measurements
Definitions
- the present invention relates to a radar apparatus and a distance measurement method.
- a frequency-modulated continuous wave (FMCW) radar is a radar that estimates the position, velocity, and angle of an object using a frequency chirp signal whose frequency increases linearly with time (see NPL 1). Specifically, the FMCW radar transmits a frequency chirp signal, receives the frequency chirp signal reflected by the object, and estimates the position, velocity, and angle of the object from the frequency components of a beat signal obtained by mixing the transmitted signal and the received signal.
- General FMCW radars of the related art obtain the frequency components of the beat signal using Fourier transform.
- NPL 2 suggests spectrum estimation using a linear prediction technique.
- the FMCW radar To estimate the distance with high accuracy and high resolution, it is necessary for the FMCW radar to estimate the frequency of the beat signal with high accuracy.
- the frequency estimation method of the related art assumes periodicity and broad-sense stationarity of observed signals, which lowers the accuracy of frequency estimation for a signal that can be observed only in a short time such as a beat signal obtained by an FMCW radar. Thus, there is a problem of lowering the measurement accuracy of the radar.
- the frequency estimation method using the linear prediction technique of NPL 2 assumes that an analytic signal has broad-sense stationarity, which lowers the accuracy of the solution. Although useful in the design of digital audio filters, this frequency estimation method has a problem of lowering the accuracy of frequency estimation.
- the present invention has been made in view of the above and it is an object of the present invention to improve the measurement accuracy of the radar.
- a radar apparatus of an aspect of the present invention includes a transmitting unit configured to transmit a signal having a constant frequency or a continuous wave signal obtained by modulating the signal, a receiving unit configured to receive a reflected wave that is the continuous wave signal reflected by an object, a mixer configured to mix the received reflected wave and the continuous wave signal to obtain a beat signal, a frequency estimation unit configured to estimate a frequency of the beat signal, and a distance estimation unit configured to estimate a distance to the object based on the frequency of the beat signal, wherein the frequency estimation unit calculates an autoregressive coefficient of an autoregressive model from a sequence of discrete signal values of the beat signal and estimates the frequency of the beat signal using a base frequency that is based on a pole of the autoregressive model.
- a distance measurement method of an aspect of the present invention includes transmitting a signal having a constant frequency or a continuous wave signal obtained by modulating the signal, receiving a reflected wave that is the continuous wave signal reflected by an object, mixing the received reflected wave and the continuous wave signal to obtain a beat signal, estimating a frequency of the beat signal, and estimating a distance to the object based on the frequency of the beat signal, wherein, in estimating of the frequency, an autoregressive coefficient of an autoregressive model is calculated from a sequence of discrete signal values of the beat signal and the frequency of the beat signal is estimated using a base frequency that is based on a pole of the autoregressive model.
- the present invention can improve the measurement accuracy of the radar.
- FIG. 1 is a functional block diagram illustrating a configuration of a radar apparatus according to the present embodiment.
- FIG. 2 is a diagram illustrating an example of a chirp signal.
- FIG. 3 A is a diagram illustrating a transmission signal, a reception signal, and an intermediate frequency signal as they change in amplitude with time.
- FIG. 3 B is a diagram illustrating the signals of FIG. 3 A as they change in frequency with time.
- FIG. 4 is a diagram illustrating a state of sampling a beat signal.
- FIG. 5 is a diagram illustrating a state of estimating the distance to an object that is 5 cm apart from the radar apparatus.
- FIG. 6 is a diagram illustrating an example of a beat signal obtained in the situation of FIG. 5 .
- FIG. 7 A is a diagram illustrating a result of estimating the distance to the object by Fourier transforming the beat signal of FIG. 6 .
- FIG. 7 B is a diagram illustrating a result of estimating the distance to the object by analyzing the beat signal of FIG. 6 using a method of the present embodiment.
- FIG. 8 is a diagram illustrating a state of estimating the distances to objects that are 5 cm and 5.5 cm apart from the radar apparatus.
- FIG. 9 is a diagram illustrating an example of a beat signal obtained in the situation of FIG. 8 .
- FIG. 10 A is a diagram illustrating a result of estimating the distances to the objects by Fourier transforming the beat signal of FIG. 9 .
- FIG. 10 B is a diagram illustrating a result of estimating the distances to the objects by analyzing the beat signal of FIG. 9 using the method of the present embodiment.
- the radar apparatus 1 illustrated in FIG. 1 includes a signal source 11 , a transmitting unit 12 , a receiving unit 13 , a mixer 14 , a frequency estimation unit 15 , and a distance estimation unit 16 .
- the signal source 11 generates a frequency chirp signal whose frequency linearly increases with time as illustrated in FIG. 2 .
- the horizontal axis represents time and the vertical axis represents frequency.
- the frequency chirp signal illustrated FIG. 2 linearly increases in frequency from fc to fc+B over a duration Tc.
- fc is a starting frequency and B is a bandwidth.
- the signal source 11 generates a frequency chirp signal in a millimeter wave band.
- the signal source 11 may generate a frequency chirp signal whose frequency decreases linearly with time or may alternately generate a frequency chirp signal whose frequency increases linearly and a frequency chirp signal whose frequency decreases linearly.
- the transmitting unit 12 transmits the frequency chirp signal generated by the signal source 11 through a transmitting antenna.
- the receiving unit 13 receives a reflected wave that is the transmitted wave reflected by the object 100 through a receiving antenna.
- the receiving unit 13 may include a plurality of receiving antennas.
- the mixer 14 mixes the transmission signal (Tx Chirp in FIG. 1 ) transmitted by the transmitting unit 12 and the reception signal (Rx Chirp in FIG. 1 ) received by the receiving unit 13 to obtain a beat signal (IF signal in FIG. 1 ) having a difference between the frequency components of the two signals.
- the frequency estimation unit 15 converts the beat signal into a digital signal (a sequence of discrete signal values) through an analog-digital converter, calculates autoregressive coefficients from the sequence of discrete signal values, and uses the poles of an obtained autoregressive model as base frequencies to estimate a frequency. Details of the processing of the frequency estimation unit 15 will be described later.
- the distance estimation unit 16 estimates the distance to the object based on the frequency estimated by the frequency estimation unit 15 .
- the distance estimation unit 16 may estimate the velocity and angle of the object in addition to the distance to the object.
- FIGS. 3 A and 3 B generation of the beat signal will be described with reference to FIGS. 3 A and 3 B .
- the transmission signal, the reception signal, and the beat signal are shown with time on the horizontal axis and amplitude on the vertical axis.
- the transmission signal, the reception signal, and the beat signal are shown with time on the horizontal axis and frequency on the vertical axis.
- the reception signal is received with a delay of time ⁇ corresponding to the distance from the transmission of the transmission signal to the object.
- the mixer 14 mixes the transmission signal and the reception signal which have the same waveform but with a delay of time ⁇ . Because the mixing operation corresponds to taking the difference in frequency between the two signals, the resulting beat signal has a constant frequency f if as illustrated in FIG. 3 B .
- the distance d to the object is expressed by the following equation using the delay time ⁇ and the speed of light c.
- the distance d to the object is expressed by the following equation (1).
- the frequency estimation unit 15 estimates the autoregressive model strictly without assuming the periodicity and stationarity of the beat signal and estimates the frequency of the beat signal using poles obtained from the autoregressive model as base frequencies. A specific procedure (having steps 1 and 2) is shown below.
- step 1 the frequency estimation unit 15 calculates autoregressive coefficients of order M obtained from the sequence of discrete signal values.
- the frequency estimation unit 15 obtains M autoregressive coefficients ⁇ a m
- the minimum of n in the equation (3) is set to M, such that 0 ⁇ n ⁇ i and 0 ⁇ n ⁇ j always hold, and the convolution operation is performed only within the signal duration.
- Linear prediction coefficients a i that minimize ⁇ are obtained by setting its derivative with respect to a j to 0.
- This equation can be expressed as a matrix as in the following equation.
- the autoregressive coefficients a m are calculated using the following equation (4).
- the present embodiment uses the following autocorrelation matrix R, to improve the accuracy of autoregressive coefficients and frequency estimation.
- step 2 the frequency estimation unit 15 estimates M waves (bases) from poles obtained from the autoregressive model represented by equation (2) to obtain the frequency of the beat signal.
- S(z) and E(z) represent the z-transforms of s[n] and ⁇ [n], respectively.
- the rate of increase or decrease ⁇ m and the frequency f m are calculated using the following equations (5).
- ⁇ T is the sampling interval
- the frequency estimation unit 15 obtains M frequencies f m as base frequencies from the M poles obtained from the autoregressive model to estimate the frequency of the beat signal.
- the frequency estimation unit 15 may use the M rates of increase or decrease ⁇ m and the M frequencies f m to express the beat signal as a superposition of M waves oscillating with increasing or decreasing amplitudes to obtain the frequency of the beat signal.
- s[n] 0, (n ⁇ 0 or N ⁇ 1 ⁇ n).
- the autocorrelation coefficients are represented only by the time difference between signals, such that the autocorrelation matrix R′ xx is a Toeplitz matrix which has the same elements in each diagonal as shown below.
- the related art assumes the periodicity of the analytic signal and thus performs the approximation of equation (6), which lowers the accuracy. Due to the approximation of equation (6), the rates of increase or decrease ⁇ m of the obtained bases become 1 or less, guaranteeing that the analytic signal is expressed as a superposition of waves that oscillate while attenuating.
- the related art is useful in applications such as the design of digital audio filters, but lowers the accuracy of frequency estimation. If broad-sense stationarity is assumed for a signal having a short time width such as a beat signal of an FMCW radar, the signal cannot be analyzed accurately.
- the frequency can be estimated with high accuracy even if the time width of the analytic signal is short because autocorrelation coefficients are calculated strictly using signal values in the duration without utilizing the approximation that assumes periodicity and broad-sense stationarity of the analytic signal.
- the distance resolution is limited by the bandwidth used.
- the Fourier transform process for estimating the distance is called a range FFT.
- the minimum frequency f min that can be estimated with the Fourier transform is equal to the frequency resolution ⁇ f and is the reciprocal of the time width Tc of the analytic signal.
- the distance resolution d min is limited by the bandwidth B used as shown in the following equation.
- the Fourier transform assumes that the analytic signal has periodicity, such that the frequency resolution is limited by the time width.
- the analytic signal is expressed as a superposition of a fundamental waveform, which is a waveform having the time width of the analytic signal as one period, and waveforms with multiples of the period of the fundamental waveform. Therefore, in the Fourier transform, it is not possible to correctly estimate the frequency when a waveform with less than one wavelength exists.
- the accuracy of frequency estimation depends on the accuracy of the sequence of discrete signal values, but does not greatly depend on the time width Tc. Therefore, the distance to the object can be measured with higher resolution without being limited by the bandwidth.
- FIG. 6 illustrates a beat signal that is a mixture of a transmission signal transmitted from the radar and a reception signal obtained by receiving a reflected wave that is reflected by the object.
- the distance estimation result using the Fourier transform illustrated in FIG. 7 A was about 11 cm.
- the distance estimation result using the present embodiment illustrated in FIG. 7 B was about 10 cm with an error of 3.6 ⁇ 10 ⁇ 6 cm.
- FIG. 9 illustrates a beat signal that is a mixture of a transmission signal and a reception signal.
- the distance estimation result using the Fourier transform illustrated in FIG. 10 A it was not possible to distinguish the objects that were present at positions of 5 cm and 5.5 cm apart.
- the distance estimation result using the present embodiment illustrated in FIG. 10 B the two objects were able to be identified.
- the error of the distance d1 was 1.3 ⁇ 10 ⁇ 3 cm and the error of the distance d2 was 2.8 ⁇ 10 ⁇ 4 cm.
- the method of the present embodiment can achieve accuracy and resolution increases by the order of at least 10 3 .
- the transmitting unit 12 transmits a frequency chirp signal (a transmission signal) generated by the signal source 11
- the receiving unit 13 receives the frequency chirp signal reflected by the object 100 (a reception signal)
- the mixer 14 mixes the transmission signal and the reception signal to obtain a beat signal.
- the frequency estimation unit 15 performs a convolution operation of sequences of discrete signal values of the beat signal only within the duration of the beat signal to obtain autocorrelation coefficients, calculates autoregressive coefficients of an autoregressive model using the obtained autocorrelation coefficients, and estimates a frequency of the beat signal using base frequencies that are based on poles of the autoregressive model.
- the distance estimation unit 16 estimates the distance to the object 100 based on the frequency of the beat signal.
- the radar apparatus 1 of the present embodiment can estimate the frequency with high accuracy without being limited by the bandwidth B of the frequency chirp signal, such that the measurement accuracy of the radar apparatus 1 is improved.
- the radar apparatus 1 of the present embodiment can also measure the velocity and angle of the object as in NPL 1.
- NPL 1 an FMCW radar
- the frequency estimation method of the present embodiment is not limited to the FMCW radar and is commonly applicable to continuous wave radars that transmit a signal having a constant frequency or a continuous wave signal obtained by modulating the signal.
- Doppler FFT An analysis method called Doppler FFT is used to estimate the velocity using a continuous wave radar (a CW radar). This is a method in which the velocity is obtained through Fourier transform by utilizing the fact that the phase change rate of the beat signal is proportional to the velocity of the object. Use of the proposed frequency estimation method when determining the phase change rate can increase the resolution of velocity measurement.
- Angle FFT An analysis method called Angle FFT is also used to estimate the angle between the object and the transmitting and receiving units using a plurality of transmitting antennas and a plurality of receiving antennas. This is a method in which the intensities of reflection at various angles are obtained by Fourier transforming the phases between antennas by utilizing the fact that the phase of the beat signal obtained by each receiving antenna differs depending on the arrival direction of a radio wave. Use of the proposed frequency estimation method when determining the amount of phase change between antennas can increase the angular resolution.
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- Radar, Positioning & Navigation (AREA)
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Abstract
Description
- NPL 1: Sandeep Rao, “Introduction to mmwave Sensing: FMCW Radas,” Texas Instruments Inc., Internet <URL: https://training.ti.com/sites/default/files/docs/mmwaveSensing-FMCW-offlineviewing_0.pdf>
- NPL 2: Hiroshi Saruwatari, “Signal Processing in Speech Processing 2—Linear Predictive Analysis-,” Internet <URL: https://ahcweb01.naist.jp/lecture/2015/sp/material/sp-v2-2.pdf
f if =sτ [Math. 1]
[Math. 4]
s[n]+a 1 s[n−1]+a 2 s[n−2] . . . +a m s[n−M]=ε[n] (2)
[Math. 12]
S(z)+a 1 z −1 S(z)+a 2 z −2 S(z) . . . +a M z −M S(z)=E(z)
[Math. 14]
S(z)+a 1 z −1 S(z)+a 2 z −2 S(z) . . . +a M z −M S(z)=E(z)
-
- 1 Radar apparatus
- 11 Signal source
- 12 Transmitting unit
- 13 Receiving unit
- 14 Mixer
- 15 Frequency estimation unit
- 16 Distance estimation unit
- 100 Object
Claims (6)
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| PCT/JP2019/033030 WO2021038628A1 (en) | 2019-08-23 | 2019-08-23 | Radar device and distance measuring method |
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| US20220276366A1 US20220276366A1 (en) | 2022-09-01 |
| US12117516B2 true US12117516B2 (en) | 2024-10-15 |
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| US17/637,662 Active 2040-06-29 US12117516B2 (en) | 2019-08-23 | 2019-08-23 | Radar apparatus and distance measurement method |
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| Country | Link |
|---|---|
| US (1) | US12117516B2 (en) |
| JP (1) | JP7239862B2 (en) |
| WO (1) | WO2021038628A1 (en) |
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| WO2004079912A1 (en) * | 2003-03-04 | 2004-09-16 | Tait Electronics Limited | Improvements relating to frequency and/or phase lock loops |
| KR20110138690A (en) * | 2010-06-21 | 2011-12-28 | 주식회사 만도 | Radar and its signal processing method |
| KR101363543B1 (en) * | 2011-01-26 | 2014-02-14 | 서강대학교산학협력단 | Apparatus and method for adaptive dynamic quadrature demodulation |
| JP5695925B2 (en) * | 2011-02-04 | 2015-04-08 | 日本電産エレシス株式会社 | Electronic scanning radar apparatus, received wave direction estimation method, and received wave direction estimation program |
| JP2016070701A (en) | 2014-09-26 | 2016-05-09 | パナソニックIpマネジメント株式会社 | Signal processing unit, detection apparatus and program |
| RU2589737C1 (en) * | 2015-07-06 | 2016-07-10 | Федеральное государственное казенное военное образовательное учреждение высшего профессионального образования "Военная академия войсковой противовоздушной обороны Вооруженных Сил Российской Федерации имени Маршала Советского Союза А.М. Василевского" Министерства Обороны Российской Федерации | Method for extraction from doppler portraits of aerial objects identification features using superresolution method |
| WO2019123613A1 (en) * | 2017-12-21 | 2019-06-27 | 三菱電機株式会社 | Phase difference detection circuit and radar device |
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| JP3599400B2 (en) * | 1995-02-14 | 2004-12-08 | 富士通テン株式会社 | Radar signal processing equipment |
| JP5327699B2 (en) | 2008-09-29 | 2013-10-30 | Toto株式会社 | Human body detection device and urinal equipped with the same |
| JP2011117899A (en) | 2009-12-07 | 2011-06-16 | Mitsubishi Electric Corp | Radar device |
| DE102010045980A1 (en) | 2010-09-18 | 2011-05-12 | Daimler Ag | Radar method for determining distance and speed and/or angles of object i.e. pedestrian, involves continuing base band signal and/or signal derived from base band signal by spectral estimation method i.e. linear prediction |
| JP5779370B2 (en) | 2011-03-16 | 2015-09-16 | 日本電産エレシス株式会社 | Electronic scanning radar apparatus, received wave direction estimation method, and program |
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2019
- 2019-08-23 JP JP2021541763A patent/JP7239862B2/en active Active
- 2019-08-23 WO PCT/JP2019/033030 patent/WO2021038628A1/en not_active Ceased
- 2019-08-23 US US17/637,662 patent/US12117516B2/en active Active
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| JPWO2021038628A1 (en) | 2021-03-04 |
| WO2021038628A1 (en) | 2021-03-04 |
| JP7239862B2 (en) | 2023-03-15 |
| US20220276366A1 (en) | 2022-09-01 |
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